EAGLE: A Domain Generalization Framework for AI-generated Text Detection

arXiv:2403.15690v1 Announce Type: cross
Abstract: With the advancement in capabilities of Large Language Models (LLMs), one major step in the responsible and safe use of such LLMs is to be able to detect text generated by these models. While supervised AI-generated text detectors perform well on text generated by older LLMs, with the frequent release of new LLMs, building supervised detectors for identifying text from such new models would require new labeled training data, which is infeasible in practice. In …

abstract advancement ai-generated text arxiv capabilities cs.ai cs.cl cs.lg detection domain framework generated language language models large language large language models llms major responsible text type